# production
標記為「production」的 10 篇文章
縱深防禦參考架構
附實作藍圖的 LLM 應用縱深防禦完整參考架構。
生產系統中的提示詞注入
生產 AI 部署中提示詞注入利用的真實案例研究,包括攻擊時序、影響分析與經驗教訓。
Lab: Building a Production Red Team Harness
建構 a full-featured, production-quality red team harness with multi-model support, async testing, structured result storage, and HTML reporting.
Production Environment Simulation 實驗室
測試attacks 對抗 a simulated production environment with realistic logging,monitoring,alerting.
訓練 Data 萃取 from Production LLMs
實作Carlini et al.'s techniques to extract memorized training data from production language model APIs.
Lab: Defense Engineering Lab
Expert-level lab for building and evaluating a production-grade multi-layer AI defense system including input classifiers, output monitors, semantic analysis, and 對抗性 robustness testing.
Membership 推論 Against Production LLMs
實作membership inference attacks to determine whether specific data was used in training an LLM.
正式環境 AI 系統的持續紅隊演練
為正式環境中的 AI 系統實施持續、自動化的紅隊演練計畫。
Production Monitoring for LLM 安全 Events
導覽 for building production monitoring systems that detect LLM security events in real time, covering log collection, anomaly detection, alert configuration, dashboard design, and incident correlation.
LLM Guard Production Deployment 指南
Deploy LLM Guard in a production environment with custom scanners, performance optimization, and monitoring.